Dataset statistics
| Number of variables | 42 |
|---|---|
| Number of observations | 22544 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 3 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 7.2 MiB |
| Average record size in memory | 336.0 B |
Variable types
| Numeric | 26 |
|---|---|
| Categorical | 16 |
num_outbound_cmds has constant value "0" | Constant |
| Dataset has 3 (< 0.1%) duplicate rows | Duplicates |
service has a high cardinality: 64 distinct values | High cardinality |
src_bytes is highly overall correlated with dst_bytes and 9 other fields | High correlation |
dst_bytes is highly overall correlated with src_bytes and 7 other fields | High correlation |
hot is highly overall correlated with num_compromised | High correlation |
num_compromised is highly overall correlated with hot and 2 other fields | High correlation |
num_root is highly overall correlated with su_attempted and 1 other fields | High correlation |
count is highly overall correlated with srv_count and 3 other fields | High correlation |
srv_count is highly overall correlated with count | High correlation |
serror_rate is highly overall correlated with srv_serror_rate and 2 other fields | High correlation |
srv_serror_rate is highly overall correlated with serror_rate and 2 other fields | High correlation |
rerror_rate is highly overall correlated with src_bytes and 8 other fields | High correlation |
srv_rerror_rate is highly overall correlated with src_bytes and 7 other fields | High correlation |
same_srv_rate is highly overall correlated with src_bytes and 12 other fields | High correlation |
diff_srv_rate is highly overall correlated with src_bytes and 10 other fields | High correlation |
dst_host_count is highly overall correlated with dst_host_same_src_port_rate and 1 other fields | High correlation |
dst_host_srv_count is highly overall correlated with src_bytes and 9 other fields | High correlation |
dst_host_same_srv_rate is highly overall correlated with src_bytes and 11 other fields | High correlation |
dst_host_diff_srv_rate is highly overall correlated with src_bytes and 6 other fields | High correlation |
dst_host_same_src_port_rate is highly overall correlated with dst_host_count and 1 other fields | High correlation |
dst_host_srv_diff_host_rate is highly overall correlated with dst_host_count and 1 other fields | High correlation |
dst_host_serror_rate is highly overall correlated with serror_rate and 2 other fields | High correlation |
dst_host_srv_serror_rate is highly overall correlated with serror_rate and 2 other fields | High correlation |
dst_host_rerror_rate is highly overall correlated with src_bytes and 9 other fields | High correlation |
dst_host_srv_rerror_rate is highly overall correlated with src_bytes and 6 other fields | High correlation |
protocol_type is highly overall correlated with service | High correlation |
service is highly overall correlated with protocol_type and 3 other fields | High correlation |
flag is highly overall correlated with logged_in and 1 other fields | High correlation |
logged_in is highly overall correlated with count and 6 other fields | High correlation |
su_attempted is highly overall correlated with num_compromised and 2 other fields | High correlation |
num_access_files is highly overall correlated with num_compromised and 2 other fields | High correlation |
is_guest_login is highly overall correlated with service | High correlation |
class is highly overall correlated with same_srv_rate and 6 other fields | High correlation |
protocol_type is highly imbalanced (50.8%) | Imbalance |
flag is highly imbalanced (54.4%) | Imbalance |
land is highly imbalanced (99.6%) | Imbalance |
wrong_fragment is highly imbalanced (97.1%) | Imbalance |
urgent is highly imbalanced (99.7%) | Imbalance |
num_failed_logins is highly imbalanced (93.5%) | Imbalance |
root_shell is highly imbalanced (97.5%) | Imbalance |
su_attempted is highly imbalanced (99.8%) | Imbalance |
num_shells is highly imbalanced (99.5%) | Imbalance |
num_access_files is highly imbalanced (98.6%) | Imbalance |
is_host_login is highly imbalanced (99.4%) | Imbalance |
is_guest_login is highly imbalanced (81.4%) | Imbalance |
src_bytes is highly skewed (γ1 = 117.4855361) | Skewed |
dst_bytes is highly skewed (γ1 = 47.50250475) | Skewed |
hot is highly skewed (γ1 = 63.45658245) | Skewed |
num_compromised is highly skewed (γ1 = 91.49689495) | Skewed |
num_root is highly skewed (γ1 = 91.22542536) | Skewed |
num_file_creations is highly skewed (γ1 = 143.2395924) | Skewed |
duration has 19018 (84.4%) zeros | Zeros |
src_bytes has 7626 (33.8%) zeros | Zeros |
dst_bytes has 9366 (41.5%) zeros | Zeros |
hot has 21537 (95.5%) zeros | Zeros |
num_compromised has 22175 (98.4%) zeros | Zeros |
num_root has 22496 (99.8%) zeros | Zeros |
num_file_creations has 22502 (99.8%) zeros | Zeros |
serror_rate has 19194 (85.1%) zeros | Zeros |
srv_serror_rate has 19631 (87.1%) zeros | Zeros |
rerror_rate has 16781 (74.4%) zeros | Zeros |
srv_rerror_rate has 16896 (74.9%) zeros | Zeros |
same_srv_rate has 744 (3.3%) zeros | Zeros |
diff_srv_rate has 15847 (70.3%) zeros | Zeros |
srv_diff_host_rate has 17569 (77.9%) zeros | Zeros |
dst_host_same_srv_rate has 1377 (6.1%) zeros | Zeros |
dst_host_diff_srv_rate has 9194 (40.8%) zeros | Zeros |
dst_host_same_src_port_rate has 12656 (56.1%) zeros | Zeros |
dst_host_srv_diff_host_rate has 16330 (72.4%) zeros | Zeros |
dst_host_serror_rate has 17926 (79.5%) zeros | Zeros |
dst_host_srv_serror_rate has 18916 (83.9%) zeros | Zeros |
dst_host_rerror_rate has 13369 (59.3%) zeros | Zeros |
dst_host_srv_rerror_rate has 15293 (67.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-20 09:32:59.344482 |
|---|---|
| Analysis finished | 2023-02-20 09:36:23.164437 |
| Duration | 3 minutes and 23.82 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
duration
Real number (ℝ)
| Distinct | 624 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 218.85908 |
| Minimum | 0 |
|---|---|
| Maximum | 57715 |
| Zeros | 19018 |
| Zeros (%) | 84.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 283 |
| Maximum | 57715 |
| Range | 57715 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1407.1766 |
|---|---|
| Coefficient of variation (CV) | 6.4296014 |
| Kurtosis | 451.37284 |
| Mean | 218.85908 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 15.452797 |
| Sum | 4933959 |
| Variance | 1980146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19018 | |
| 1 | 587 | 2.6% |
| 4 | 539 | 2.4% |
| 282 | 240 | 1.1% |
| 280 | 216 | 1.0% |
| 5 | 146 | 0.6% |
| 281 | 145 | 0.6% |
| 3 | 120 | 0.5% |
| 2 | 103 | 0.5% |
| 283 | 85 | 0.4% |
| Other values (614) | 1345 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 19018 | |
| 1 | 587 | 2.6% |
| 2 | 103 | 0.5% |
| 3 | 120 | 0.5% |
| 4 | 539 | 2.4% |
| 5 | 146 | 0.6% |
| 6 | 35 | 0.2% |
| 7 | 15 | 0.1% |
| 8 | 15 | 0.1% |
| 9 | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 57715 | 1 | |
| 54451 | 1 | |
| 53771 | 1 | |
| 47114 | 1 | |
| 42689 | 1 | |
| 38701 | 1 | |
| 22174 | 1 | |
| 20741 | 1 | |
| 16500 | 1 | |
| 13067 | 1 |
protocol_type
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| tcp | |
|---|---|
| udp | |
| icmp | 1043 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0462651 |
| Min length | 3 |
Characters and Unicode
| Total characters | 68675 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tcp |
|---|---|
| 2nd row | tcp |
| 3rd row | tcp |
| 4th row | icmp |
| 5th row | tcp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 18880 | |
| udp | 2621 | 11.6% |
| icmp | 1043 | 4.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 18880 | |
| udp | 2621 | 11.6% |
| icmp | 1043 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 22544 | |
| c | 19923 | |
| t | 18880 | |
| u | 2621 | 3.8% |
| d | 2621 | 3.8% |
| i | 1043 | 1.5% |
| m | 1043 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 68675 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 22544 | |
| c | 19923 | |
| t | 18880 | |
| u | 2621 | 3.8% |
| d | 2621 | 3.8% |
| i | 1043 | 1.5% |
| m | 1043 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68675 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 22544 | |
| c | 19923 | |
| t | 18880 | |
| u | 2621 | 3.8% |
| d | 2621 | 3.8% |
| i | 1043 | 1.5% |
| m | 1043 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 22544 | |
| c | 19923 | |
| t | 18880 | |
| u | 2621 | 3.8% |
| d | 2621 | 3.8% |
| i | 1043 | 1.5% |
| m | 1043 | 1.5% |
service
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| http | |
|---|---|
| private | |
| telnet | |
| pop_3 | |
| smtp | |
| Other values (59) |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 5.3288236 |
| Min length | 3 |
Characters and Unicode
| Total characters | 120133 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | private |
|---|---|
| 2nd row | private |
| 3rd row | ftp_data |
| 4th row | eco_i |
| 5th row | telnet |
Common Values
| Value | Count | Frequency (%) |
| http | 7853 | |
| private | 4774 | |
| telnet | 1626 | 7.2% |
| pop_3 | 1019 | 4.5% |
| smtp | 934 | 4.1% |
| domain_u | 894 | 4.0% |
| ftp_data | 851 | 3.8% |
| other | 838 | 3.7% |
| ecr_i | 752 | 3.3% |
| ftp | 692 | 3.1% |
| Other values (54) | 2311 | 10.3% |
Length
| Value | Count | Frequency (%) |
| http | 7853 | |
| private | 4774 | |
| telnet | 1626 | 7.2% |
| pop_3 | 1019 | 4.5% |
| smtp | 934 | 4.1% |
| domain_u | 894 | 4.0% |
| ftp_data | 851 | 3.8% |
| other | 838 | 3.7% |
| ecr_i | 752 | 3.3% |
| ftp | 692 | 3.1% |
| Other values (54) | 2311 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 28668 | |
| p | 18184 | |
| e | 10620 | 8.8% |
| h | 9040 | 7.5% |
| a | 8079 | 6.7% |
| i | 7606 | 6.3% |
| r | 6866 | 5.7% |
| v | 4817 | 4.0% |
| _ | 4164 | 3.5% |
| o | 3453 | 2.9% |
| Other values (28) | 18636 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 114214 | |
| Connector Punctuation | 4164 | 3.5% |
| Decimal Number | 1656 | 1.4% |
| Uppercase Letter | 99 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 28668 | |
| p | 18184 | |
| e | 10620 | 9.3% |
| h | 9040 | 7.9% |
| a | 8079 | 7.1% |
| i | 7606 | 6.7% |
| r | 6866 | 6.0% |
| v | 4817 | 4.2% |
| o | 3453 | 3.0% |
| n | 3446 | 3.0% |
| Other values (15) | 13435 |
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1100 | |
| 4 | 378 | 22.8% |
| 9 | 45 | 2.7% |
| 5 | 45 | 2.7% |
| 0 | 45 | 2.7% |
| 1 | 30 | 1.8% |
| 2 | 13 | 0.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| Z | 45 | |
| X | 15 | 15.2% |
| I | 13 | 13.1% |
| R | 13 | 13.1% |
| C | 13 | 13.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 4164 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 114313 | |
| Common | 5820 | 4.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 28668 | |
| p | 18184 | |
| e | 10620 | 9.3% |
| h | 9040 | 7.9% |
| a | 8079 | 7.1% |
| i | 7606 | 6.7% |
| r | 6866 | 6.0% |
| v | 4817 | 4.2% |
| o | 3453 | 3.0% |
| n | 3446 | 3.0% |
| Other values (20) | 13534 |
Common
| Value | Count | Frequency (%) |
| _ | 4164 | |
| 3 | 1100 | 18.9% |
| 4 | 378 | 6.5% |
| 9 | 45 | 0.8% |
| 5 | 45 | 0.8% |
| 0 | 45 | 0.8% |
| 1 | 30 | 0.5% |
| 2 | 13 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 120133 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 28668 | |
| p | 18184 | |
| e | 10620 | 8.8% |
| h | 9040 | 7.5% |
| a | 8079 | 6.7% |
| i | 7606 | 6.3% |
| r | 6866 | 5.7% |
| v | 4817 | 4.0% |
| _ | 4164 | 3.5% |
| o | 3453 | 2.9% |
| Other values (28) | 18636 |
flag
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| SF | |
|---|---|
| REJ | |
| S0 | |
| RSTO | 773 |
| RSTR | 669 |
| Other values (6) | 364 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.299237 |
| Min length | 2 |
Characters and Unicode
| Total characters | 51834 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | REJ |
|---|---|
| 2nd row | REJ |
| 3rd row | SF |
| 4th row | SF |
| 5th row | RSTO |
Common Values
| Value | Count | Frequency (%) |
| SF | 14875 | |
| REJ | 3850 | 17.1% |
| S0 | 2013 | 8.9% |
| RSTO | 773 | 3.4% |
| RSTR | 669 | 3.0% |
| S3 | 249 | 1.1% |
| SH | 73 | 0.3% |
| S1 | 21 | 0.1% |
| S2 | 15 | 0.1% |
| OTH | 4 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| sf | 14875 | |
| rej | 3850 | 17.1% |
| s0 | 2013 | 8.9% |
| rsto | 773 | 3.4% |
| rstr | 669 | 3.0% |
| s3 | 249 | 1.1% |
| sh | 73 | 0.3% |
| s1 | 21 | 0.1% |
| s2 | 15 | 0.1% |
| oth | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 18692 | |
| F | 14875 | |
| R | 5963 | 11.5% |
| E | 3850 | 7.4% |
| J | 3850 | 7.4% |
| 0 | 2015 | 3.9% |
| T | 1448 | 2.8% |
| O | 779 | 1.5% |
| 3 | 249 | 0.5% |
| H | 77 | 0.1% |
| Other values (2) | 36 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 49534 | |
| Decimal Number | 2300 | 4.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 18692 | |
| F | 14875 | |
| R | 5963 | 12.0% |
| E | 3850 | 7.8% |
| J | 3850 | 7.8% |
| T | 1448 | 2.9% |
| O | 779 | 1.6% |
| H | 77 | 0.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2015 | |
| 3 | 249 | 10.8% |
| 1 | 21 | 0.9% |
| 2 | 15 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49534 | |
| Common | 2300 | 4.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 18692 | |
| F | 14875 | |
| R | 5963 | 12.0% |
| E | 3850 | 7.8% |
| J | 3850 | 7.8% |
| T | 1448 | 2.9% |
| O | 779 | 1.6% |
| H | 77 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 0 | 2015 | |
| 3 | 249 | 10.8% |
| 1 | 21 | 0.9% |
| 2 | 15 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 51834 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 18692 | |
| F | 14875 | |
| R | 5963 | 11.5% |
| E | 3850 | 7.4% |
| J | 3850 | 7.4% |
| 0 | 2015 | 3.9% |
| T | 1448 | 2.8% |
| O | 779 | 1.5% |
| 3 | 249 | 0.5% |
| H | 77 | 0.1% |
| Other values (2) | 36 | 0.1% |
src_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1149 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10395.45 |
| Minimum | 0 |
|---|---|
| Maximum | 62825648 |
| Zeros | 7626 |
| Zeros (%) | 33.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 54 |
| Q3 | 287 |
| 95-th percentile | 15876 |
| Maximum | 62825648 |
| Range | 62825648 |
| Interquartile range (IQR) | 287 |
Descriptive statistics
| Standard deviation | 472786.43 |
|---|---|
| Coefficient of variation (CV) | 45.48013 |
| Kurtosis | 14714.398 |
| Mean | 10395.45 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 117.48554 |
| Sum | 2.3435503 × 108 |
| Variance | 2.2352701 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7626 | |
| 1 | 473 | 2.1% |
| 105 | 362 | 1.6% |
| 54540 | 325 | 1.4% |
| 44 | 313 | 1.4% |
| 1032 | 311 | 1.4% |
| 2599 | 293 | 1.3% |
| 32 | 247 | 1.1% |
| 28 | 235 | 1.0% |
| 12 | 229 | 1.0% |
| Other values (1139) | 12130 |
| Value | Count | Frequency (%) |
| 0 | 7626 | |
| 1 | 473 | 2.1% |
| 2 | 1 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 17 | 0.1% |
| 7 | 11 | < 0.1% |
| 8 | 53 | 0.2% |
| 9 | 13 | 0.1% |
| 10 | 16 | 0.1% |
| 11 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 62825648 | 1 | |
| 31645608 | 1 | |
| 6291668 | 1 | |
| 3886954 | 1 | |
| 3131464 | 1 | |
| 2194619 | 1 | |
| 1262796 | 1 | |
| 501760 | 2 | |
| 294812 | 1 | |
| 286040 | 1 |
dst_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 3650 |
|---|---|
| Distinct (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2056.0188 |
| Minimum | 0 |
|---|---|
| Maximum | 1345927 |
| Zeros | 9366 |
| Zeros (%) | 41.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 46 |
| Q3 | 601 |
| 95-th percentile | 8314 |
| Maximum | 1345927 |
| Range | 1345927 |
| Interquartile range (IQR) | 601 |
Descriptive statistics
| Standard deviation | 21219.298 |
|---|---|
| Coefficient of variation (CV) | 10.320576 |
| Kurtosis | 2629.4807 |
| Mean | 2056.0188 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 47.502505 |
| Sum | 46350888 |
| Variance | 4.5025859 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9366 | |
| 44 | 819 | 3.6% |
| 93 | 708 | 3.1% |
| 1 | 362 | 1.6% |
| 174 | 329 | 1.5% |
| 8314 | 319 | 1.4% |
| 293 | 285 | 1.3% |
| 15 | 206 | 0.9% |
| 597 | 197 | 0.9% |
| 146 | 161 | 0.7% |
| Other values (3640) | 9792 |
| Value | Count | Frequency (%) |
| 0 | 9366 | |
| 1 | 362 | 1.6% |
| 3 | 6 | < 0.1% |
| 4 | 10 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 12 | 11 | < 0.1% |
| 15 | 206 | 0.9% |
| 17 | 4 | < 0.1% |
| 22 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1345927 | 1 | |
| 1288652 | 1 | |
| 1285078 | 1 | |
| 1171108 | 1 | |
| 925244 | 1 | |
| 834163 | 1 | |
| 537280 | 1 | |
| 511712 | 1 | |
| 383476 | 1 | |
| 364200 | 1 |
land
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22537 | |
| 1 | 7 | < 0.1% |
wrong_fragment
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 55 |
| 3 | 45 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22444 | |
| 1 | 55 | 0.2% |
| 3 | 45 | 0.2% |
urgent
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| 2 | 4 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22534 | |
| 1 | 5 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 1 | < 0.1% |
hot
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1053939 |
| Minimum | 0 |
|---|---|
| Maximum | 101 |
| Zeros | 21537 |
| Zeros (%) | 95.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 101 |
| Range | 101 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.92842804 |
|---|---|
| Coefficient of variation (CV) | 8.8091253 |
| Kurtosis | 6342.2106 |
| Mean | 0.1053939 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 63.456582 |
| Sum | 2376 |
| Variance | 0.86197862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21537 | |
| 2 | 846 | 3.8% |
| 1 | 90 | 0.4% |
| 4 | 20 | 0.1% |
| 3 | 12 | 0.1% |
| 5 | 11 | < 0.1% |
| 7 | 9 | < 0.1% |
| 6 | 6 | < 0.1% |
| 18 | 3 | < 0.1% |
| 22 | 2 | < 0.1% |
| Other values (6) | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 21537 | |
| 1 | 90 | 0.4% |
| 2 | 846 | 3.8% |
| 3 | 12 | 0.1% |
| 4 | 20 | 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 9 | < 0.1% |
| 10 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 101 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 22 | 2 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 3 | < 0.1% |
| 15 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 7 | 9 | |
| 6 | 6 |
num_failed_logins
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 473 |
| 3 | 3 |
| 2 | 1 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22066 | |
| 1 | 473 | 2.1% |
| 3 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
logged_in
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12575 | |
| 1 | 9969 |
num_compromised
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11989886 |
| Minimum | 0 |
|---|---|
| Maximum | 796 |
| Zeros | 22175 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 796 |
| Range | 796 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.2695972 |
|---|---|
| Coefficient of variation (CV) | 60.631077 |
| Kurtosis | 8930.6074 |
| Mean | 0.11989886 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 91.496895 |
| Sum | 2703 |
| Variance | 52.847044 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22175 | |
| 1 | 325 | 1.4% |
| 2 | 11 | < 0.1% |
| 4 | 4 | < 0.1% |
| 8 | 4 | < 0.1% |
| 3 | 3 | < 0.1% |
| 5 | 3 | < 0.1% |
| 14 | 2 | < 0.1% |
| 49 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| Other values (13) | 13 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22175 | |
| 1 | 325 | 1.4% |
| 2 | 11 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 796 | 1 | |
| 611 | 1 | |
| 381 | 1 | |
| 165 | 1 | |
| 57 | 1 | |
| 49 | 2 | |
| 36 | 1 | |
| 25 | 1 | |
| 23 | 1 | |
| 15 | 1 |
root_shell
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 55 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22489 | |
| 1 | 55 | 0.2% |
su_attempted
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 2 | 2 |
| 1 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22540 | |
| 2 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
num_root
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11466466 |
| Minimum | 0 |
|---|---|
| Maximum | 878 |
| Zeros | 22496 |
| Zeros (%) | 99.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 878 |
| Range | 878 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.0416137 |
|---|---|
| Coefficient of variation (CV) | 70.131582 |
| Kurtosis | 8908.3227 |
| Mean | 0.11466466 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 91.225425 |
| Sum | 2585 |
| Variance | 64.667551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22496 | |
| 1 | 14 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 6 | < 0.1% |
| 2 | 4 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 173 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| Other values (10) | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22496 | |
| 1 | 14 | 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 878 | 1 | |
| 684 | 1 | |
| 401 | 1 | |
| 173 | 1 | |
| 145 | 1 | |
| 51 | 1 | |
| 45 | 1 | |
| 31 | 1 | |
| 26 | 1 | |
| 23 | 1 |
num_file_creations
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.008738467 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 22502 |
| Zeros (%) | 99.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.67684167 |
|---|---|
| Coefficient of variation (CV) | 77.455425 |
| Kurtosis | 21133.551 |
| Mean | 0.008738467 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 143.23959 |
| Sum | 197 |
| Variance | 0.45811465 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22502 | |
| 1 | 17 | 0.1% |
| 2 | 9 | < 0.1% |
| 4 | 6 | < 0.1% |
| 3 | 5 | < 0.1% |
| 5 | 2 | < 0.1% |
| 100 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22502 | |
| 1 | 17 | 0.1% |
| 2 | 9 | < 0.1% |
| 3 | 5 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 6 | < 0.1% |
| 3 | 5 | < 0.1% |
| 2 | 9 | < 0.1% |
| 1 | 17 | 0.1% |
| 0 | 22502 |
num_shells
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 15 |
| 2 | 3 |
| 5 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22525 | |
| 1 | 15 | 0.1% |
| 2 | 3 | < 0.1% |
| 5 | 1 | < 0.1% |
num_access_files
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 67 |
| 2 | 3 |
| 3 | 1 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22472 | |
| 1 | 67 | 0.3% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
num_outbound_cmds
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22544 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22544 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22544 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22544 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22544 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22544 |
is_host_login
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 11 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22533 | |
| 1 | 11 | < 0.1% |
is_guest_login
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| 0 | |
|---|---|
| 1 | 641 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22544 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 22544 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 22544 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22544 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21903 | |
| 1 | 641 | 2.8% |
count
Real number (ℝ)
| Distinct | 495 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.028345 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 8 |
| Q3 | 123.25 |
| 95-th percentile | 400.85 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 122.25 |
Descriptive statistics
| Standard deviation | 128.53925 |
|---|---|
| Coefficient of variation (CV) | 1.6264955 |
| Kurtosis | 3.0264487 |
| Mean | 79.028345 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.9092954 |
| Sum | 1781615 |
| Variance | 16522.338 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5819 | |
| 2 | 1777 | 7.9% |
| 3 | 1295 | 5.7% |
| 4 | 931 | 4.1% |
| 5 | 616 | 2.7% |
| 6 | 381 | 1.7% |
| 511 | 337 | 1.5% |
| 10 | 337 | 1.5% |
| 8 | 335 | 1.5% |
| 7 | 334 | 1.5% |
| Other values (485) | 10382 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5819 | |
| 2 | 1777 | 7.9% |
| 3 | 1295 | 5.7% |
| 4 | 931 | 4.1% |
| 5 | 616 | 2.7% |
| 6 | 381 | 1.7% |
| 7 | 334 | 1.5% |
| 8 | 335 | 1.5% |
| 9 | 331 | 1.5% |
| Value | Count | Frequency (%) |
| 511 | 337 | |
| 510 | 114 | 0.5% |
| 509 | 94 | 0.4% |
| 508 | 51 | 0.2% |
| 507 | 16 | 0.1% |
| 506 | 14 | 0.1% |
| 505 | 17 | 0.1% |
| 504 | 4 | < 0.1% |
| 503 | 14 | 0.1% |
| 502 | 3 | < 0.1% |
srv_count
Real number (ℝ)
| Distinct | 457 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.124379 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 16 |
| 95-th percentile | 185 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 89.062532 |
|---|---|
| Coefficient of variation (CV) | 2.8615039 |
| Kurtosis | 18.924916 |
| Mean | 31.124379 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 4.3544292 |
| Sum | 701668 |
| Variance | 7932.1346 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5945 | |
| 2 | 1911 | 8.5% |
| 3 | 1400 | 6.2% |
| 4 | 1048 | 4.6% |
| 5 | 874 | 3.9% |
| 6 | 693 | 3.1% |
| 9 | 626 | 2.8% |
| 7 | 593 | 2.6% |
| 10 | 590 | 2.6% |
| 8 | 579 | 2.6% |
| Other values (447) | 8285 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5945 | |
| 2 | 1911 | 8.5% |
| 3 | 1400 | 6.2% |
| 4 | 1048 | 4.6% |
| 5 | 874 | 3.9% |
| 6 | 693 | 3.1% |
| 7 | 593 | 2.6% |
| 8 | 579 | 2.6% |
| 9 | 626 | 2.8% |
| Value | Count | Frequency (%) |
| 511 | 250 | |
| 510 | 80 | 0.4% |
| 509 | 64 | 0.3% |
| 508 | 27 | 0.1% |
| 507 | 14 | 0.1% |
| 506 | 12 | 0.1% |
| 505 | 13 | 0.1% |
| 504 | 1 | < 0.1% |
| 503 | 11 | < 0.1% |
| 502 | 2 | < 0.1% |
serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10292362 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 19194 |
| Zeros (%) | 85.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.29536686 |
|---|---|
| Coefficient of variation (CV) | 2.8697676 |
| Kurtosis | 5.1227744 |
| Mean | 0.10292362 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.651837 |
| Sum | 2320.31 |
| Variance | 0.087241583 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19194 | |
| 1 | 2104 | 9.3% |
| 0.03 | 104 | 0.5% |
| 0.02 | 94 | 0.4% |
| 0.04 | 90 | 0.4% |
| 0.01 | 88 | 0.4% |
| 0.05 | 86 | 0.4% |
| 0.06 | 73 | 0.3% |
| 0.07 | 66 | 0.3% |
| 0.08 | 64 | 0.3% |
| Other values (78) | 581 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 19194 | |
| 0.01 | 88 | 0.4% |
| 0.02 | 94 | 0.4% |
| 0.03 | 104 | 0.5% |
| 0.04 | 90 | 0.4% |
| 0.05 | 86 | 0.4% |
| 0.06 | 73 | 0.3% |
| 0.07 | 66 | 0.3% |
| 0.08 | 64 | 0.3% |
| 0.09 | 40 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 2104 | |
| 0.92 | 1 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.9 | 2 | < 0.1% |
| 0.89 | 3 | < 0.1% |
| 0.88 | 4 | < 0.1% |
| 0.87 | 7 | < 0.1% |
| 0.86 | 5 | < 0.1% |
| 0.85 | 8 | < 0.1% |
| 0.84 | 5 | < 0.1% |
srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10363511 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 19631 |
| Zeros (%) | 87.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.29833161 |
|---|---|
| Coefficient of variation (CV) | 2.878673 |
| Kurtosis | 4.9626034 |
| Mean | 0.10363511 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6234744 |
| Sum | 2336.35 |
| Variance | 0.089001748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19631 | |
| 1 | 2165 | 9.6% |
| 0.03 | 81 | 0.4% |
| 0.02 | 60 | 0.3% |
| 0.33 | 42 | 0.2% |
| 0.17 | 33 | 0.1% |
| 0.2 | 32 | 0.1% |
| 0.06 | 30 | 0.1% |
| 0.25 | 27 | 0.1% |
| 0.01 | 26 | 0.1% |
| Other values (72) | 417 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 19631 | |
| 0.01 | 26 | 0.1% |
| 0.02 | 60 | 0.3% |
| 0.03 | 81 | 0.4% |
| 0.04 | 22 | 0.1% |
| 0.05 | 22 | 0.1% |
| 0.06 | 30 | 0.1% |
| 0.07 | 18 | 0.1% |
| 0.08 | 23 | 0.1% |
| 0.09 | 16 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2165 | |
| 0.94 | 2 | < 0.1% |
| 0.93 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 0.9 | 2 | < 0.1% |
| 0.89 | 1 | < 0.1% |
| 0.88 | 4 | < 0.1% |
| 0.87 | 6 | < 0.1% |
| 0.86 | 3 | < 0.1% |
| 0.85 | 3 | < 0.1% |
rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 90 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23846301 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 16781 |
| Zeros (%) | 74.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.25 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.41611764 |
|---|---|
| Coefficient of variation (CV) | 1.7449987 |
| Kurtosis | -0.49056924 |
| Mean | 0.23846301 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2106484 |
| Sum | 5375.91 |
| Variance | 0.17315389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16781 | |
| 1 | 4184 | 18.6% |
| 0.97 | 114 | 0.5% |
| 0.5 | 113 | 0.5% |
| 0.98 | 94 | 0.4% |
| 0.96 | 90 | 0.4% |
| 0.75 | 83 | 0.4% |
| 0.95 | 82 | 0.4% |
| 0.67 | 71 | 0.3% |
| 0.93 | 71 | 0.3% |
| Other values (80) | 861 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 16781 | |
| 0.08 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 4 | < 0.1% |
| 0.11 | 7 | < 0.1% |
| 0.12 | 6 | < 0.1% |
| 0.13 | 6 | < 0.1% |
| 0.14 | 5 | < 0.1% |
| 0.15 | 7 | < 0.1% |
| 0.16 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4184 | |
| 0.99 | 51 | 0.2% |
| 0.98 | 94 | 0.4% |
| 0.97 | 114 | 0.5% |
| 0.96 | 90 | 0.4% |
| 0.95 | 82 | 0.4% |
| 0.94 | 64 | 0.3% |
| 0.93 | 71 | 0.3% |
| 0.92 | 70 | 0.3% |
| 0.91 | 48 | 0.2% |
srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 93 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23517876 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 16896 |
| Zeros (%) | 74.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.0725 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.0725 |
Descriptive statistics
| Standard deviation | 0.41621494 |
|---|---|
| Coefficient of variation (CV) | 1.7697812 |
| Kurtosis | -0.41200873 |
| Mean | 0.23517876 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2433525 |
| Sum | 5301.87 |
| Variance | 0.17323488 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16896 | |
| 1 | 4698 | 20.8% |
| 0.5 | 102 | 0.5% |
| 0.97 | 76 | 0.3% |
| 0.67 | 63 | 0.3% |
| 0.98 | 50 | 0.2% |
| 0.33 | 50 | 0.2% |
| 0.94 | 27 | 0.1% |
| 0.4 | 26 | 0.1% |
| 0.75 | 24 | 0.1% |
| Other values (83) | 532 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 16896 | |
| 0.02 | 3 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 4 | < 0.1% |
| 0.08 | 2 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 7 | < 0.1% |
| 0.11 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4698 | |
| 0.98 | 50 | 0.2% |
| 0.97 | 76 | 0.3% |
| 0.96 | 20 | 0.1% |
| 0.95 | 15 | 0.1% |
| 0.94 | 27 | 0.1% |
| 0.93 | 16 | 0.1% |
| 0.92 | 12 | 0.1% |
| 0.91 | 13 | 0.1% |
| 0.9 | 17 | 0.1% |
same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.74034466 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 744 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.25 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.41249601 |
|---|---|
| Coefficient of variation (CV) | 0.55716754 |
| Kurtosis | -0.90101957 |
| Mean | 0.74034466 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.012902 |
| Sum | 16690.33 |
| Variance | 0.17015296 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 15860 | |
| 0 | 744 | 3.3% |
| 0.01 | 632 | 2.8% |
| 0.02 | 510 | 2.3% |
| 0.03 | 487 | 2.2% |
| 0.5 | 453 | 2.0% |
| 0.07 | 451 | 2.0% |
| 0.05 | 446 | 2.0% |
| 0.06 | 446 | 2.0% |
| 0.04 | 436 | 1.9% |
| Other values (65) | 2079 | 9.2% |
| Value | Count | Frequency (%) |
| 0 | 744 | |
| 0.01 | 632 | |
| 0.02 | 510 | |
| 0.03 | 487 | |
| 0.04 | 436 | |
| 0.05 | 446 | |
| 0.06 | 446 | |
| 0.07 | 451 | |
| 0.08 | 320 | |
| 0.09 | 206 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 15860 | |
| 0.99 | 80 | 0.4% |
| 0.98 | 1 | < 0.1% |
| 0.95 | 2 | < 0.1% |
| 0.94 | 1 | < 0.1% |
| 0.93 | 2 | < 0.1% |
| 0.92 | 6 | < 0.1% |
| 0.91 | 2 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.89 | 2 | < 0.1% |
diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 99 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.094073811 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 15847 |
| Zeros (%) | 70.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.25913762 |
|---|---|
| Coefficient of variation (CV) | 2.7546202 |
| Kurtosis | 7.3134959 |
| Mean | 0.094073811 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9967216 |
| Sum | 2120.8 |
| Variance | 0.067152307 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15847 | |
| 0.06 | 2200 | 9.8% |
| 1 | 1387 | 6.2% |
| 0.07 | 1352 | 6.0% |
| 0.08 | 349 | 1.5% |
| 0.05 | 247 | 1.1% |
| 0.09 | 220 | 1.0% |
| 0.1 | 100 | 0.4% |
| 0.67 | 97 | 0.4% |
| 0.75 | 89 | 0.4% |
| Other values (89) | 656 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 15847 | |
| 0.01 | 51 | 0.2% |
| 0.02 | 38 | 0.2% |
| 0.03 | 7 | < 0.1% |
| 0.05 | 247 | 1.1% |
| 0.06 | 2200 | 9.8% |
| 0.07 | 1352 | 6.0% |
| 0.08 | 349 | 1.5% |
| 0.09 | 220 | 1.0% |
| 0.1 | 100 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 1387 | |
| 0.99 | 3 | < 0.1% |
| 0.98 | 16 | 0.1% |
| 0.97 | 24 | 0.1% |
| 0.96 | 13 | 0.1% |
| 0.95 | 3 | < 0.1% |
| 0.94 | 6 | < 0.1% |
| 0.93 | 4 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.91 | 5 | < 0.1% |
srv_diff_host_rate
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.098110362 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17569 |
| Zeros (%) | 77.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2535453 |
|---|---|
| Coefficient of variation (CV) | 2.5842867 |
| Kurtosis | 6.7139241 |
| Mean | 0.098110362 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8154988 |
| Sum | 2211.8 |
| Variance | 0.064285219 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17569 | |
| 1 | 1223 | 5.4% |
| 0.01 | 245 | 1.1% |
| 0.67 | 223 | 1.0% |
| 0.5 | 208 | 0.9% |
| 0.12 | 198 | 0.9% |
| 0.33 | 155 | 0.7% |
| 0.1 | 139 | 0.6% |
| 0.11 | 135 | 0.6% |
| 0.2 | 135 | 0.6% |
| Other values (74) | 2314 | 10.3% |
| Value | Count | Frequency (%) |
| 0 | 17569 | |
| 0.01 | 245 | 1.1% |
| 0.02 | 26 | 0.1% |
| 0.03 | 13 | 0.1% |
| 0.04 | 33 | 0.1% |
| 0.05 | 67 | 0.3% |
| 0.06 | 73 | 0.3% |
| 0.07 | 108 | 0.5% |
| 0.08 | 96 | 0.4% |
| 0.09 | 115 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 1223 | |
| 0.96 | 4 | < 0.1% |
| 0.95 | 7 | < 0.1% |
| 0.94 | 6 | < 0.1% |
| 0.93 | 3 | < 0.1% |
| 0.92 | 8 | < 0.1% |
| 0.91 | 10 | < 0.1% |
| 0.9 | 4 | < 0.1% |
| 0.89 | 11 | < 0.1% |
| 0.88 | 8 | < 0.1% |
dst_host_count
Real number (ℝ)
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.86941 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 121 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 94.035663 |
|---|---|
| Coefficient of variation (CV) | 0.48504642 |
| Kurtosis | -0.55629009 |
| Mean | 193.86941 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.09194 |
| Sum | 4370592 |
| Variance | 8842.7059 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 14637 | |
| 1 | 366 | 1.6% |
| 2 | 236 | 1.0% |
| 3 | 200 | 0.9% |
| 4 | 182 | 0.8% |
| 6 | 119 | 0.5% |
| 5 | 115 | 0.5% |
| 8 | 114 | 0.5% |
| 7 | 110 | 0.5% |
| 9 | 98 | 0.4% |
| Other values (246) | 6367 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 366 | |
| 2 | 236 | |
| 3 | 200 | |
| 4 | 182 | |
| 5 | 115 | 0.5% |
| 6 | 119 | 0.5% |
| 7 | 110 | 0.5% |
| 8 | 114 | 0.5% |
| 9 | 98 | 0.4% |
| Value | Count | Frequency (%) |
| 255 | 14637 | |
| 254 | 13 | 0.1% |
| 253 | 14 | 0.1% |
| 252 | 15 | 0.1% |
| 251 | 11 | < 0.1% |
| 250 | 10 | < 0.1% |
| 249 | 13 | 0.1% |
| 248 | 16 | 0.1% |
| 247 | 12 | 0.1% |
| 246 | 7 | < 0.1% |
dst_host_srv_count
Real number (ℝ)
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 140.75053 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 15 |
| median | 168 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 240 |
Descriptive statistics
| Standard deviation | 111.78397 |
|---|---|
| Coefficient of variation (CV) | 0.79419929 |
| Kurtosis | -1.8336051 |
| Mean | 140.75053 |
| Median Absolute Deviation (MAD) | 87 |
| Skewness | -0.13405817 |
| Sum | 3173080 |
| Variance | 12495.656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 7528 | |
| 1 | 1595 | 7.1% |
| 254 | 607 | 2.7% |
| 253 | 398 | 1.8% |
| 2 | 395 | 1.8% |
| 4 | 348 | 1.5% |
| 3 | 341 | 1.5% |
| 18 | 330 | 1.5% |
| 5 | 312 | 1.4% |
| 6 | 308 | 1.4% |
| Other values (246) | 10382 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1595 | |
| 2 | 395 | 1.8% |
| 3 | 341 | 1.5% |
| 4 | 348 | 1.5% |
| 5 | 312 | 1.4% |
| 6 | 308 | 1.4% |
| 7 | 272 | 1.2% |
| 8 | 308 | 1.4% |
| 9 | 303 | 1.3% |
| Value | Count | Frequency (%) |
| 255 | 7528 | |
| 254 | 607 | 2.7% |
| 253 | 398 | 1.8% |
| 252 | 110 | 0.5% |
| 251 | 157 | 0.7% |
| 250 | 69 | 0.3% |
| 249 | 91 | 0.4% |
| 248 | 89 | 0.4% |
| 247 | 98 | 0.4% |
| 246 | 72 | 0.3% |
dst_host_same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60872161 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1377 |
| Zeros (%) | 6.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.07 |
| median | 0.92 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.93 |
Descriptive statistics
| Standard deviation | 0.43568815 |
|---|---|
| Coefficient of variation (CV) | 0.71574287 |
| Kurtosis | -1.7138115 |
| Mean | 0.60872161 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | -0.38275992 |
| Sum | 13723.02 |
| Variance | 0.18982417 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9800 | |
| 0 | 1377 | 6.1% |
| 0.02 | 869 | 3.9% |
| 0.07 | 806 | 3.6% |
| 0.05 | 754 | 3.3% |
| 0.04 | 740 | 3.3% |
| 0.01 | 712 | 3.2% |
| 0.99 | 536 | 2.4% |
| 0.03 | 522 | 2.3% |
| 0.06 | 476 | 2.1% |
| Other values (91) | 5952 |
| Value | Count | Frequency (%) |
| 0 | 1377 | |
| 0.01 | 712 | |
| 0.02 | 869 | |
| 0.03 | 522 | 2.3% |
| 0.04 | 740 | |
| 0.05 | 754 | |
| 0.06 | 476 | 2.1% |
| 0.07 | 806 | |
| 0.08 | 310 | 1.4% |
| 0.09 | 75 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 9800 | |
| 0.99 | 536 | 2.4% |
| 0.98 | 212 | 0.9% |
| 0.97 | 141 | 0.6% |
| 0.96 | 245 | 1.1% |
| 0.95 | 148 | 0.7% |
| 0.94 | 76 | 0.3% |
| 0.93 | 92 | 0.4% |
| 0.92 | 84 | 0.4% |
| 0.91 | 118 | 0.5% |
dst_host_diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.090539833 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 9194 |
| Zeros (%) | 40.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01 |
| Q3 | 0.06 |
| 95-th percentile | 0.75 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.22071685 |
|---|---|
| Coefficient of variation (CV) | 2.4377872 |
| Kurtosis | 9.4822165 |
| Mean | 0.090539833 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | 3.2556382 |
| Sum | 2041.13 |
| Variance | 0.048715926 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9194 | |
| 0.01 | 2085 | 9.2% |
| 0.02 | 1860 | 8.3% |
| 0.06 | 1839 | 8.2% |
| 0.07 | 1509 | 6.7% |
| 0.03 | 1108 | 4.9% |
| 0.05 | 765 | 3.4% |
| 1 | 556 | 2.5% |
| 0.04 | 484 | 2.1% |
| 0.08 | 475 | 2.1% |
| Other values (91) | 2669 | 11.8% |
| Value | Count | Frequency (%) |
| 0 | 9194 | |
| 0.01 | 2085 | 9.2% |
| 0.02 | 1860 | 8.3% |
| 0.03 | 1108 | 4.9% |
| 0.04 | 484 | 2.1% |
| 0.05 | 765 | 3.4% |
| 0.06 | 1839 | 8.2% |
| 0.07 | 1509 | 6.7% |
| 0.08 | 475 | 2.1% |
| 0.09 | 357 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 556 | |
| 0.99 | 39 | 0.2% |
| 0.98 | 33 | 0.1% |
| 0.97 | 15 | 0.1% |
| 0.96 | 19 | 0.1% |
| 0.95 | 32 | 0.1% |
| 0.94 | 39 | 0.2% |
| 0.93 | 52 | 0.2% |
| 0.92 | 32 | 0.1% |
| 0.91 | 26 | 0.1% |
dst_host_same_src_port_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13226091 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 12656 |
| Zeros (%) | 56.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.03 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.30626827 |
|---|---|
| Coefficient of variation (CV) | 2.315637 |
| Kurtosis | 3.3566675 |
| Mean | 0.13226091 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.2562316 |
| Sum | 2981.69 |
| Variance | 0.093800251 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12656 | |
| 0.01 | 3234 | 14.3% |
| 1 | 1708 | 7.6% |
| 0.02 | 968 | 4.3% |
| 0.03 | 521 | 2.3% |
| 0.04 | 324 | 1.4% |
| 0.05 | 248 | 1.1% |
| 0.06 | 185 | 0.8% |
| 0.08 | 153 | 0.7% |
| 0.07 | 149 | 0.7% |
| Other values (91) | 2398 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 12656 | |
| 0.01 | 3234 | 14.3% |
| 0.02 | 968 | 4.3% |
| 0.03 | 521 | 2.3% |
| 0.04 | 324 | 1.4% |
| 0.05 | 248 | 1.1% |
| 0.06 | 185 | 0.8% |
| 0.07 | 149 | 0.7% |
| 0.08 | 153 | 0.7% |
| 0.09 | 93 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 1708 | |
| 0.99 | 107 | 0.5% |
| 0.98 | 29 | 0.1% |
| 0.97 | 30 | 0.1% |
| 0.96 | 31 | 0.1% |
| 0.95 | 33 | 0.1% |
| 0.94 | 37 | 0.2% |
| 0.93 | 42 | 0.2% |
| 0.92 | 23 | 0.1% |
| 0.91 | 26 | 0.1% |
dst_host_srv_diff_host_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 58 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.019638485 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 16330 |
| Zeros (%) | 72.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.01 |
| 95-th percentile | 0.06 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.01 |
Descriptive statistics
| Standard deviation | 0.085393883 |
|---|---|
| Coefficient of variation (CV) | 4.3482929 |
| Kurtosis | 88.744338 |
| Mean | 0.019638485 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.775721 |
| Sum | 442.73 |
| Variance | 0.0072921152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16330 | |
| 0.02 | 1487 | 6.6% |
| 0.01 | 1117 | 5.0% |
| 0.03 | 986 | 4.4% |
| 0.04 | 904 | 4.0% |
| 0.05 | 452 | 2.0% |
| 0.06 | 256 | 1.1% |
| 0.07 | 153 | 0.7% |
| 1 | 108 | 0.5% |
| 0.25 | 68 | 0.3% |
| Other values (48) | 683 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 16330 | |
| 0.01 | 1117 | 5.0% |
| 0.02 | 1487 | 6.6% |
| 0.03 | 986 | 4.4% |
| 0.04 | 904 | 4.0% |
| 0.05 | 452 | 2.0% |
| 0.06 | 256 | 1.1% |
| 0.07 | 153 | 0.7% |
| 0.08 | 55 | 0.2% |
| 0.09 | 32 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 108 | |
| 0.8 | 1 | < 0.1% |
| 0.75 | 2 | < 0.1% |
| 0.67 | 8 | < 0.1% |
| 0.62 | 1 | < 0.1% |
| 0.6 | 5 | < 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.56 | 3 | < 0.1% |
| 0.55 | 2 | < 0.1% |
| 0.54 | 2 | < 0.1% |
dst_host_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 99 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.097813609 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17926 |
| Zeros (%) | 79.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.27313874 |
|---|---|
| Coefficient of variation (CV) | 2.7924411 |
| Kurtosis | 6.0321702 |
| Mean | 0.097813609 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7674769 |
| Sum | 2205.11 |
| Variance | 0.07460477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17926 | |
| 1 | 1530 | 6.8% |
| 0.01 | 660 | 2.9% |
| 0.02 | 314 | 1.4% |
| 0.05 | 142 | 0.6% |
| 0.33 | 134 | 0.6% |
| 0.04 | 130 | 0.6% |
| 0.03 | 113 | 0.5% |
| 0.07 | 90 | 0.4% |
| 0.5 | 90 | 0.4% |
| Other values (89) | 1415 | 6.3% |
| Value | Count | Frequency (%) |
| 0 | 17926 | |
| 0.01 | 660 | 2.9% |
| 0.02 | 314 | 1.4% |
| 0.03 | 113 | 0.5% |
| 0.04 | 130 | 0.6% |
| 0.05 | 142 | 0.6% |
| 0.06 | 55 | 0.2% |
| 0.07 | 90 | 0.4% |
| 0.08 | 29 | 0.1% |
| 0.09 | 42 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 1530 | |
| 0.99 | 28 | 0.1% |
| 0.98 | 20 | 0.1% |
| 0.97 | 32 | 0.1% |
| 0.96 | 15 | 0.1% |
| 0.95 | 3 | < 0.1% |
| 0.94 | 1 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 0.91 | 6 | < 0.1% |
| 0.89 | 5 | < 0.1% |
dst_host_srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.099426011 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 18916 |
| Zeros (%) | 83.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.28186628 |
|---|---|
| Coefficient of variation (CV) | 2.834935 |
| Kurtosis | 5.4716814 |
| Mean | 0.099426011 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6814941 |
| Sum | 2241.46 |
| Variance | 0.079448599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18916 | |
| 1 | 1694 | 7.5% |
| 0.01 | 497 | 2.2% |
| 0.02 | 214 | 0.9% |
| 0.03 | 48 | 0.2% |
| 0.06 | 31 | 0.1% |
| 0.05 | 28 | 0.1% |
| 0.34 | 28 | 0.1% |
| 0.55 | 24 | 0.1% |
| 0.07 | 23 | 0.1% |
| Other values (91) | 1041 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 18916 | |
| 0.01 | 497 | 2.2% |
| 0.02 | 214 | 0.9% |
| 0.03 | 48 | 0.2% |
| 0.04 | 23 | 0.1% |
| 0.05 | 28 | 0.1% |
| 0.06 | 31 | 0.1% |
| 0.07 | 23 | 0.1% |
| 0.08 | 16 | 0.1% |
| 0.09 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1694 | |
| 0.99 | 2 | < 0.1% |
| 0.98 | 17 | 0.1% |
| 0.97 | 6 | < 0.1% |
| 0.96 | 6 | < 0.1% |
| 0.95 | 3 | < 0.1% |
| 0.94 | 4 | < 0.1% |
| 0.93 | 3 | < 0.1% |
| 0.92 | 4 | < 0.1% |
| 0.91 | 2 | < 0.1% |
dst_host_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23338494 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 13369 |
| Zeros (%) | 59.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.36 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.36 |
Descriptive statistics
| Standard deviation | 0.3872288 |
|---|---|
| Coefficient of variation (CV) | 1.6591851 |
| Kurtosis | -0.25752505 |
| Mean | 0.23338494 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2562211 |
| Sum | 5261.43 |
| Variance | 0.14994615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13369 | |
| 1 | 2915 | 12.9% |
| 0.01 | 695 | 3.1% |
| 0.02 | 560 | 2.5% |
| 0.04 | 270 | 1.2% |
| 0.11 | 197 | 0.9% |
| 0.07 | 195 | 0.9% |
| 0.05 | 192 | 0.9% |
| 0.06 | 186 | 0.8% |
| 0.03 | 172 | 0.8% |
| Other values (91) | 3793 | 16.8% |
| Value | Count | Frequency (%) |
| 0 | 13369 | |
| 0.01 | 695 | 3.1% |
| 0.02 | 560 | 2.5% |
| 0.03 | 172 | 0.8% |
| 0.04 | 270 | 1.2% |
| 0.05 | 192 | 0.9% |
| 0.06 | 186 | 0.8% |
| 0.07 | 195 | 0.9% |
| 0.08 | 73 | 0.3% |
| 0.09 | 75 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 2915 | |
| 0.99 | 111 | 0.5% |
| 0.98 | 53 | 0.2% |
| 0.97 | 43 | 0.2% |
| 0.96 | 105 | 0.5% |
| 0.95 | 110 | 0.5% |
| 0.94 | 49 | 0.2% |
| 0.93 | 102 | 0.5% |
| 0.92 | 29 | 0.1% |
| 0.91 | 59 | 0.3% |
dst_host_srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22668293 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 15293 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 176.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.17 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.40087488 |
|---|---|
| Coefficient of variation (CV) | 1.7684387 |
| Kurtosis | -0.17835669 |
| Mean | 0.22668293 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3144105 |
| Sum | 5110.34 |
| Variance | 0.16070067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15293 | |
| 1 | 4203 | 18.6% |
| 0.01 | 444 | 2.0% |
| 0.02 | 275 | 1.2% |
| 0.03 | 229 | 1.0% |
| 0.05 | 127 | 0.6% |
| 0.06 | 110 | 0.5% |
| 0.07 | 107 | 0.5% |
| 0.04 | 95 | 0.4% |
| 0.98 | 89 | 0.4% |
| Other values (90) | 1572 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 15293 | |
| 0.01 | 444 | 2.0% |
| 0.02 | 275 | 1.2% |
| 0.03 | 229 | 1.0% |
| 0.04 | 95 | 0.4% |
| 0.05 | 127 | 0.6% |
| 0.06 | 110 | 0.5% |
| 0.07 | 107 | 0.5% |
| 0.08 | 44 | 0.2% |
| 0.09 | 26 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4203 | |
| 0.98 | 89 | 0.4% |
| 0.97 | 55 | 0.2% |
| 0.96 | 13 | 0.1% |
| 0.95 | 13 | 0.1% |
| 0.94 | 13 | 0.1% |
| 0.93 | 8 | < 0.1% |
| 0.92 | 5 | < 0.1% |
| 0.91 | 6 | < 0.1% |
| 0.9 | 9 | < 0.1% |
class
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 176.2 KiB |
| anomaly | |
|---|---|
| normal |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5692424 |
| Min length | 6 |
Characters and Unicode
| Total characters | 148097 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | anomaly |
|---|---|
| 2nd row | anomaly |
| 3rd row | normal |
| 4th row | anomaly |
| 5th row | anomaly |
Common Values
| Value | Count | Frequency (%) |
| anomaly | 12833 | |
| normal | 9711 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| anomaly | 12833 | |
| normal | 9711 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 35377 | |
| n | 22544 | |
| o | 22544 | |
| m | 22544 | |
| l | 22544 | |
| y | 12833 | 8.7% |
| r | 9711 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 148097 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 35377 | |
| n | 22544 | |
| o | 22544 | |
| m | 22544 | |
| l | 22544 | |
| y | 12833 | 8.7% |
| r | 9711 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 148097 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 35377 | |
| n | 22544 | |
| o | 22544 | |
| m | 22544 | |
| l | 22544 | |
| y | 12833 | 8.7% |
| r | 9711 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 148097 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 35377 | |
| n | 22544 | |
| o | 22544 | |
| m | 22544 | |
| l | 22544 | |
| y | 12833 | 8.7% |
| r | 9711 | 6.6% |
| duration | src_bytes | dst_bytes | hot | num_compromised | num_root | num_file_creations | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | protocol_type | service | flag | land | wrong_fragment | urgent | num_failed_logins | logged_in | root_shell | su_attempted | num_shells | num_access_files | is_host_login | is_guest_login | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| duration | 1.000 | 0.154 | 0.037 | 0.300 | -0.001 | 0.099 | 0.095 | -0.379 | -0.306 | -0.089 | -0.052 | -0.025 | -0.036 | 0.211 | -0.178 | -0.087 | 0.024 | -0.074 | -0.068 | 0.143 | -0.130 | -0.081 | 0.065 | 0.087 | 0.159 | 0.003 | 0.043 | 0.212 | 0.143 | 0.000 | 0.000 | 0.000 | 0.000 | 0.131 | 0.119 | 0.447 | 0.000 | 0.225 | 0.000 | 0.018 | 0.126 |
| src_bytes | 0.154 | 1.000 | 0.605 | 0.182 | 0.201 | 0.053 | 0.044 | -0.280 | 0.148 | -0.391 | -0.342 | -0.500 | -0.504 | 0.677 | -0.657 | 0.167 | -0.310 | 0.622 | 0.662 | -0.597 | 0.308 | 0.289 | -0.387 | -0.338 | -0.504 | -0.531 | 0.000 | 0.205 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| dst_bytes | 0.037 | 0.605 | 1.000 | 0.238 | 0.207 | 0.064 | 0.055 | -0.406 | -0.024 | -0.377 | -0.321 | -0.528 | -0.529 | 0.588 | -0.560 | 0.278 | -0.335 | 0.636 | 0.614 | -0.574 | 0.090 | 0.348 | -0.320 | -0.276 | -0.475 | -0.489 | 0.000 | 0.134 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.141 | 0.353 | 0.000 | 0.181 | 0.000 | 0.000 | 0.018 |
| hot | 0.300 | 0.182 | 0.238 | 1.000 | 0.570 | 0.116 | 0.144 | -0.201 | -0.165 | -0.084 | -0.077 | -0.089 | -0.089 | 0.130 | -0.126 | -0.026 | 0.034 | -0.042 | -0.026 | 0.051 | -0.089 | -0.108 | -0.007 | -0.050 | 0.048 | -0.021 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.136 | 0.022 | 0.053 | 0.000 | 0.000 | 0.235 | 0.000 | 0.099 | 0.018 |
| num_compromised | -0.001 | 0.201 | 0.207 | 0.570 | 1.000 | 0.232 | 0.175 | -0.063 | -0.006 | -0.048 | -0.044 | -0.042 | -0.041 | 0.082 | -0.082 | 0.062 | 0.070 | 0.060 | 0.058 | -0.045 | -0.092 | -0.071 | -0.025 | -0.008 | 0.059 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.258 | 0.000 | 0.007 | 0.269 | 0.707 | 0.000 | 0.580 | 0.000 | 0.000 | 0.006 |
| num_root | 0.099 | 0.053 | 0.064 | 0.116 | 0.232 | 1.000 | 0.489 | -0.060 | -0.058 | -0.019 | -0.018 | -0.027 | -0.027 | 0.029 | -0.029 | -0.019 | -0.018 | -0.048 | -0.034 | 0.021 | 0.003 | -0.007 | -0.010 | -0.005 | -0.014 | -0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.447 | 0.000 | 0.010 | 0.301 | 0.707 | 0.000 | 0.543 | 0.000 | 0.000 | 0.008 |
| num_file_creations | 0.095 | 0.044 | 0.055 | 0.144 | 0.175 | 0.489 | 1.000 | -0.055 | -0.053 | -0.018 | -0.017 | -0.025 | -0.025 | 0.026 | -0.025 | -0.014 | -0.026 | -0.038 | -0.024 | 0.024 | 0.007 | -0.004 | 0.005 | 0.010 | -0.010 | -0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| count | -0.379 | -0.280 | -0.406 | -0.201 | -0.063 | -0.060 | -0.055 | 1.000 | 0.590 | 0.281 | 0.162 | 0.386 | 0.389 | -0.629 | 0.553 | -0.237 | 0.421 | -0.175 | -0.256 | 0.177 | -0.178 | -0.333 | 0.137 | 0.071 | 0.242 | 0.293 | 0.266 | 0.350 | 0.256 | 0.000 | 0.077 | 0.000 | 0.047 | 0.593 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.414 |
| srv_count | -0.306 | 0.148 | -0.024 | -0.165 | -0.006 | -0.058 | -0.053 | 0.590 | 1.000 | -0.009 | 0.077 | 0.043 | 0.039 | 0.050 | -0.055 | 0.223 | 0.120 | 0.407 | 0.353 | -0.366 | 0.028 | -0.027 | -0.095 | -0.026 | -0.119 | -0.039 | 0.479 | 0.283 | 0.095 | 0.000 | 0.093 | 0.000 | 0.012 | 0.244 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.145 |
| serror_rate | -0.089 | -0.391 | -0.377 | -0.084 | -0.048 | -0.019 | -0.018 | 0.281 | -0.009 | 1.000 | 0.873 | 0.002 | 0.024 | -0.368 | 0.341 | -0.164 | 0.208 | -0.303 | -0.343 | 0.335 | -0.260 | -0.197 | 0.809 | 0.740 | 0.033 | 0.059 | 0.111 | 0.162 | 0.335 | 0.051 | 0.000 | 0.000 | 0.015 | 0.302 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.299 |
| srv_serror_rate | -0.052 | -0.342 | -0.321 | -0.077 | -0.044 | -0.018 | -0.017 | 0.162 | 0.077 | 0.873 | 1.000 | -0.062 | -0.086 | -0.238 | 0.225 | -0.085 | 0.159 | -0.208 | -0.249 | 0.243 | -0.214 | -0.152 | 0.723 | 0.812 | -0.039 | -0.041 | 0.111 | 0.131 | 0.336 | 0.050 | 0.000 | 0.000 | 0.014 | 0.299 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.298 |
| rerror_rate | -0.025 | -0.500 | -0.528 | -0.089 | -0.042 | -0.027 | -0.025 | 0.386 | 0.043 | 0.002 | -0.062 | 1.000 | 0.972 | -0.631 | 0.609 | -0.098 | 0.288 | -0.500 | -0.561 | 0.475 | -0.352 | -0.246 | -0.021 | -0.102 | 0.826 | 0.881 | 0.181 | 0.266 | 0.330 | 0.000 | 0.019 | 0.000 | 0.027 | 0.369 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.492 |
| srv_rerror_rate | -0.036 | -0.504 | -0.529 | -0.089 | -0.041 | -0.027 | -0.025 | 0.389 | 0.039 | 0.024 | -0.086 | 0.972 | 1.000 | -0.625 | 0.598 | -0.094 | 0.282 | -0.499 | -0.558 | 0.471 | -0.345 | -0.240 | -0.003 | -0.119 | 0.809 | 0.899 | 0.179 | 0.216 | 0.338 | 0.000 | 0.018 | 0.000 | 0.026 | 0.369 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.483 |
| same_srv_rate | 0.211 | 0.677 | 0.588 | 0.130 | 0.082 | 0.029 | 0.026 | -0.629 | 0.050 | -0.368 | -0.238 | -0.631 | -0.625 | 1.000 | -0.963 | 0.219 | -0.375 | 0.714 | 0.770 | -0.673 | 0.333 | 0.325 | -0.288 | -0.185 | -0.552 | -0.561 | 0.124 | 0.347 | 0.300 | 0.000 | 0.023 | 0.000 | 0.043 | 0.533 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.514 |
| diff_srv_rate | -0.178 | -0.657 | -0.560 | -0.126 | -0.082 | -0.029 | -0.025 | 0.553 | -0.055 | 0.341 | 0.225 | 0.609 | 0.598 | -0.963 | 1.000 | -0.155 | 0.344 | -0.680 | -0.738 | 0.663 | -0.290 | -0.290 | 0.276 | 0.173 | 0.528 | 0.536 | 0.155 | 0.253 | 0.126 | 0.000 | 0.000 | 0.000 | 0.012 | 0.213 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.217 |
| srv_diff_host_rate | -0.087 | 0.167 | 0.278 | -0.026 | 0.062 | -0.019 | -0.014 | -0.237 | 0.223 | -0.164 | -0.085 | -0.098 | -0.094 | 0.219 | -0.155 | 1.000 | -0.267 | 0.258 | 0.262 | -0.252 | 0.101 | 0.313 | -0.137 | -0.117 | -0.177 | -0.114 | 0.096 | 0.249 | 0.116 | 0.058 | 0.200 | 0.000 | 0.028 | 0.317 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.341 |
| dst_host_count | 0.024 | -0.310 | -0.335 | 0.034 | 0.070 | -0.018 | -0.026 | 0.421 | 0.120 | 0.208 | 0.159 | 0.288 | 0.282 | -0.375 | 0.344 | -0.267 | 1.000 | -0.174 | -0.379 | 0.315 | -0.676 | -0.848 | 0.219 | 0.177 | 0.395 | 0.330 | 0.147 | 0.196 | 0.126 | 0.018 | 0.083 | 0.016 | 0.033 | 0.341 | 0.030 | 0.029 | 0.006 | 0.011 | 0.037 | 0.063 | 0.386 |
| dst_host_srv_count | -0.074 | 0.622 | 0.636 | -0.042 | 0.060 | -0.048 | -0.038 | -0.175 | 0.407 | -0.303 | -0.208 | -0.500 | -0.499 | 0.714 | -0.680 | 0.258 | -0.174 | 1.000 | 0.906 | -0.849 | 0.158 | 0.282 | -0.293 | -0.193 | -0.538 | -0.480 | 0.148 | 0.378 | 0.271 | 0.015 | 0.078 | 0.014 | 0.071 | 0.588 | 0.027 | 0.000 | 0.032 | 0.018 | 0.023 | 0.249 | 0.597 |
| dst_host_same_srv_rate | -0.068 | 0.662 | 0.614 | -0.026 | 0.058 | -0.034 | -0.024 | -0.256 | 0.353 | -0.343 | -0.249 | -0.561 | -0.558 | 0.770 | -0.738 | 0.262 | -0.379 | 0.906 | 1.000 | -0.918 | 0.334 | 0.406 | -0.346 | -0.236 | -0.630 | -0.554 | 0.168 | 0.403 | 0.297 | 0.000 | 0.065 | 0.042 | 0.118 | 0.568 | 0.042 | 0.017 | 0.031 | 0.033 | 0.028 | 0.317 | 0.583 |
| dst_host_diff_srv_rate | 0.143 | -0.597 | -0.574 | 0.051 | -0.045 | 0.021 | 0.024 | 0.177 | -0.366 | 0.335 | 0.243 | 0.475 | 0.471 | -0.673 | 0.663 | -0.252 | 0.315 | -0.849 | -0.918 | 1.000 | -0.269 | -0.387 | 0.353 | 0.252 | 0.596 | 0.484 | 0.125 | 0.259 | 0.158 | 0.000 | 0.027 | 0.057 | 0.023 | 0.217 | 0.055 | 0.000 | 0.000 | 0.042 | 0.050 | 0.091 | 0.206 |
| dst_host_same_src_port_rate | -0.130 | 0.308 | 0.090 | -0.089 | -0.092 | 0.003 | 0.007 | -0.178 | 0.028 | -0.260 | -0.214 | -0.352 | -0.345 | 0.333 | -0.290 | 0.101 | -0.676 | 0.158 | 0.334 | -0.269 | 1.000 | 0.556 | -0.269 | -0.240 | -0.449 | -0.411 | 0.483 | 0.256 | 0.118 | 0.022 | 0.141 | 0.027 | 0.028 | 0.291 | 0.000 | 0.000 | 0.000 | 0.022 | 0.042 | 0.063 | 0.230 |
| dst_host_srv_diff_host_rate | -0.081 | 0.289 | 0.348 | -0.108 | -0.071 | -0.007 | -0.004 | -0.333 | -0.027 | -0.197 | -0.152 | -0.246 | -0.240 | 0.325 | -0.290 | 0.313 | -0.848 | 0.282 | 0.406 | -0.387 | 0.556 | 1.000 | -0.193 | -0.160 | -0.348 | -0.282 | 0.301 | 0.320 | 0.040 | 0.110 | 0.384 | 0.015 | 0.000 | 0.131 | 0.015 | 0.000 | 0.088 | 0.044 | 0.000 | 0.022 | 0.102 |
| dst_host_serror_rate | 0.065 | -0.387 | -0.320 | -0.007 | -0.025 | -0.010 | 0.005 | 0.137 | -0.095 | 0.809 | 0.723 | -0.021 | -0.003 | -0.288 | 0.276 | -0.137 | 0.219 | -0.293 | -0.346 | 0.353 | -0.269 | -0.193 | 1.000 | 0.830 | 0.080 | 0.080 | 0.112 | 0.216 | 0.332 | 0.042 | 0.051 | 0.009 | 0.020 | 0.317 | 0.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.060 | 0.321 |
| dst_host_srv_serror_rate | 0.087 | -0.338 | -0.276 | -0.050 | -0.008 | -0.005 | 0.010 | 0.071 | -0.026 | 0.740 | 0.812 | -0.102 | -0.119 | -0.185 | 0.173 | -0.117 | 0.177 | -0.193 | -0.236 | 0.252 | -0.240 | -0.160 | 0.830 | 1.000 | -0.015 | -0.013 | 0.114 | 0.203 | 0.352 | 0.061 | 0.000 | 0.000 | 0.017 | 0.321 | 0.014 | 0.000 | 0.047 | 0.000 | 0.000 | 0.060 | 0.314 |
| dst_host_rerror_rate | 0.159 | -0.504 | -0.475 | 0.048 | 0.059 | -0.014 | -0.010 | 0.242 | -0.119 | 0.033 | -0.039 | 0.826 | 0.809 | -0.552 | 0.528 | -0.177 | 0.395 | -0.538 | -0.630 | 0.596 | -0.449 | -0.348 | 0.080 | -0.015 | 1.000 | 0.868 | 0.176 | 0.255 | 0.342 | 0.000 | 0.035 | 0.000 | 0.042 | 0.409 | 0.011 | 0.000 | 0.000 | 0.012 | 0.000 | 0.074 | 0.516 |
| dst_host_srv_rerror_rate | 0.003 | -0.531 | -0.489 | -0.021 | 0.088 | -0.013 | -0.009 | 0.293 | -0.039 | 0.059 | -0.041 | 0.881 | 0.899 | -0.561 | 0.536 | -0.114 | 0.330 | -0.480 | -0.554 | 0.484 | -0.411 | -0.282 | 0.080 | -0.013 | 0.868 | 1.000 | 0.182 | 0.243 | 0.368 | 0.000 | 0.019 | 0.047 | 0.040 | 0.430 | 0.039 | 0.000 | 0.000 | 0.020 | 0.000 | 0.095 | 0.490 |
| protocol_type | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.266 | 0.479 | 0.111 | 0.111 | 0.181 | 0.179 | 0.124 | 0.155 | 0.096 | 0.147 | 0.148 | 0.168 | 0.125 | 0.483 | 0.301 | 0.112 | 0.114 | 0.176 | 0.182 | 1.000 | 0.861 | 0.223 | 0.000 | 0.171 | 0.000 | 0.044 | 0.392 | 0.020 | 0.000 | 0.000 | 0.012 | 0.002 | 0.075 | 0.227 |
| service | 0.212 | 0.205 | 0.134 | 0.039 | 0.000 | 0.000 | 0.000 | 0.350 | 0.283 | 0.162 | 0.131 | 0.266 | 0.216 | 0.347 | 0.253 | 0.249 | 0.196 | 0.378 | 0.403 | 0.259 | 0.256 | 0.320 | 0.216 | 0.203 | 0.255 | 0.243 | 0.861 | 1.000 | 0.321 | 0.220 | 0.177 | 0.032 | 0.216 | 0.935 | 0.126 | 0.000 | 0.029 | 0.000 | 0.087 | 0.957 | 0.751 |
| flag | 0.143 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.256 | 0.095 | 0.335 | 0.336 | 0.330 | 0.338 | 0.300 | 0.126 | 0.116 | 0.126 | 0.271 | 0.297 | 0.158 | 0.118 | 0.040 | 0.332 | 0.352 | 0.342 | 0.368 | 0.223 | 0.321 | 1.000 | 0.052 | 0.027 | 0.000 | 0.043 | 0.574 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.121 | 0.606 |
| land | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.018 | 0.015 | 0.000 | 0.000 | 0.022 | 0.110 | 0.042 | 0.061 | 0.000 | 0.000 | 0.000 | 0.220 | 0.052 | 1.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 |
| wrong_fragment | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.093 | 0.000 | 0.000 | 0.019 | 0.018 | 0.023 | 0.000 | 0.200 | 0.083 | 0.078 | 0.065 | 0.027 | 0.141 | 0.384 | 0.051 | 0.000 | 0.035 | 0.019 | 0.171 | 0.177 | 0.027 | 0.000 | 1.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.038 |
| urgent | 0.000 | 0.000 | 0.000 | 0.000 | 0.258 | 0.447 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.014 | 0.042 | 0.057 | 0.027 | 0.015 | 0.009 | 0.000 | 0.000 | 0.047 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.021 | 0.385 | 0.000 | 0.200 | 0.165 | 0.000 | 0.000 | 0.014 |
| num_failed_logins | 0.000 | 0.000 | 0.000 | 0.136 | 0.000 | 0.000 | 0.000 | 0.047 | 0.012 | 0.015 | 0.014 | 0.027 | 0.026 | 0.043 | 0.012 | 0.028 | 0.033 | 0.071 | 0.118 | 0.023 | 0.028 | 0.000 | 0.020 | 0.017 | 0.042 | 0.040 | 0.044 | 0.216 | 0.043 | 0.000 | 0.000 | 0.000 | 1.000 | 0.128 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.153 | 0.126 |
| logged_in | 0.131 | 0.000 | 0.016 | 0.022 | 0.007 | 0.010 | 0.000 | 0.593 | 0.244 | 0.302 | 0.299 | 0.369 | 0.369 | 0.533 | 0.213 | 0.317 | 0.341 | 0.588 | 0.568 | 0.217 | 0.291 | 0.131 | 0.317 | 0.321 | 0.409 | 0.430 | 0.392 | 0.935 | 0.574 | 0.011 | 0.059 | 0.021 | 0.128 | 1.000 | 0.054 | 0.012 | 0.031 | 0.062 | 0.022 | 0.140 | 0.551 |
| root_shell | 0.119 | 0.000 | 0.141 | 0.053 | 0.269 | 0.301 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.021 | 0.020 | 0.025 | 0.000 | 0.000 | 0.030 | 0.027 | 0.042 | 0.055 | 0.000 | 0.015 | 0.000 | 0.014 | 0.011 | 0.039 | 0.020 | 0.126 | 0.029 | 0.000 | 0.000 | 0.385 | 0.000 | 0.054 | 1.000 | 0.213 | 0.374 | 0.294 | 0.060 | 0.000 | 0.007 |
| su_attempted | 0.447 | 0.000 | 0.353 | 0.000 | 0.707 | 0.707 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.213 | 1.000 | 0.128 | 0.504 | 0.000 | 0.000 | 0.006 |
| num_shells | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.032 | 0.031 | 0.000 | 0.000 | 0.088 | 0.054 | 0.047 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.200 | 0.000 | 0.031 | 0.374 | 0.128 | 1.000 | 0.111 | 0.076 | 0.000 | 0.022 |
| num_access_files | 0.225 | 0.000 | 0.181 | 0.235 | 0.580 | 0.543 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.018 | 0.033 | 0.042 | 0.022 | 0.044 | 0.000 | 0.000 | 0.012 | 0.020 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.165 | 0.019 | 0.062 | 0.294 | 0.504 | 0.111 | 1.000 | 0.033 | 0.000 | 0.034 |
| is_host_login | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.023 | 0.028 | 0.050 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.087 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.060 | 0.000 | 0.076 | 0.033 | 1.000 | 0.000 | 0.016 |
| is_guest_login | 0.018 | 0.000 | 0.000 | 0.099 | 0.000 | 0.000 | 0.000 | 0.117 | 0.051 | 0.057 | 0.057 | 0.097 | 0.097 | 0.099 | 0.035 | 0.076 | 0.063 | 0.249 | 0.317 | 0.091 | 0.063 | 0.022 | 0.060 | 0.060 | 0.074 | 0.095 | 0.075 | 0.957 | 0.121 | 0.000 | 0.006 | 0.000 | 0.153 | 0.140 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.125 |
| class | 0.126 | 0.000 | 0.018 | 0.018 | 0.006 | 0.008 | 0.000 | 0.414 | 0.145 | 0.299 | 0.298 | 0.492 | 0.483 | 0.514 | 0.217 | 0.341 | 0.386 | 0.597 | 0.583 | 0.206 | 0.230 | 0.102 | 0.321 | 0.314 | 0.516 | 0.490 | 0.227 | 0.751 | 0.606 | 0.011 | 0.038 | 0.014 | 0.126 | 0.551 | 0.007 | 0.006 | 0.022 | 0.034 | 0.016 | 0.125 | 1.000 |
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 229 | 10 | 0.0 | 0.00 | 1.0 | 1.0 | 0.04 | 0.06 | 0.00 | 255 | 10 | 0.04 | 0.06 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | anomaly |
| 1 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 136 | 1 | 0.0 | 0.00 | 1.0 | 1.0 | 0.01 | 0.06 | 0.00 | 255 | 1 | 0.00 | 0.06 | 0.00 | 0.00 | 0.00 | 0.00 | 1.00 | 1.00 | anomaly |
| 2 | 2 | tcp | ftp_data | SF | 12983 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 134 | 86 | 0.61 | 0.04 | 0.61 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | normal |
| 3 | 0 | icmp | eco_i | SF | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 65 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 1.00 | 3 | 57 | 1.00 | 0.00 | 1.00 | 0.28 | 0.00 | 0.00 | 0.00 | 0.00 | anomaly |
| 4 | 1 | tcp | telnet | RSTO | 0 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 8 | 0.0 | 0.12 | 1.0 | 0.5 | 1.00 | 0.00 | 0.75 | 29 | 86 | 0.31 | 0.17 | 0.03 | 0.02 | 0.00 | 0.00 | 0.83 | 0.71 | anomaly |
| 5 | 0 | tcp | http | SF | 267 | 14515 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 155 | 255 | 1.00 | 0.00 | 0.01 | 0.03 | 0.01 | 0.00 | 0.00 | 0.00 | normal |
| 6 | 0 | tcp | smtp | SF | 1022 | 387 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 1.00 | 255 | 28 | 0.11 | 0.72 | 0.00 | 0.00 | 0.00 | 0.00 | 0.72 | 0.04 | normal |
| 7 | 0 | tcp | telnet | SF | 129 | 174 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.01 | 0.01 | 0.02 | 0.02 | anomaly |
| 8 | 0 | tcp | http | SF | 327 | 467 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 47 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.04 | 151 | 255 | 1.00 | 0.00 | 0.01 | 0.03 | 0.00 | 0.00 | 0.00 | 0.00 | normal |
| 9 | 0 | tcp | ftp | SF | 26 | 157 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0.0 | 0.00 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 52 | 26 | 0.50 | 0.08 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | anomaly |
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22534 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 235 | 10 | 0.0 | 0.0 | 1.0 | 1.0 | 0.04 | 0.06 | 0.00 | 255 | 10 | 0.04 | 0.07 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.00 | anomaly |
| 22535 | 0 | tcp | http | SF | 280 | 6087 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 3 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 5 | 255 | 1.00 | 0.00 | 0.20 | 0.04 | 0.00 | 0.0 | 0.00 | 0.00 | normal |
| 22536 | 0 | tcp | iso_tsap | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 127 | 18 | 0.0 | 0.0 | 1.0 | 1.0 | 0.14 | 0.06 | 0.00 | 255 | 18 | 0.07 | 0.05 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.00 | anomaly |
| 22537 | 1 | tcp | smtp | SF | 2599 | 293 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 186 | 0.73 | 0.13 | 0.00 | 0.00 | 0.00 | 0.0 | 0.26 | 0.00 | anomaly |
| 22538 | 0 | icmp | ecr_i | SF | 1032 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 53 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 255 | 1.00 | 0.00 | 1.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | anomaly |
| 22539 | 0 | tcp | smtp | SF | 794 | 333 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 100 | 141 | 0.72 | 0.06 | 0.01 | 0.01 | 0.01 | 0.0 | 0.00 | 0.00 | normal |
| 22540 | 0 | tcp | http | SF | 317 | 938 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 11 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.18 | 197 | 255 | 1.00 | 0.00 | 0.01 | 0.01 | 0.01 | 0.0 | 0.00 | 0.00 | normal |
| 22541 | 0 | tcp | http | SF | 54540 | 8314 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 10 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.20 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.07 | 0.07 | anomaly |
| 22542 | 0 | udp | domain_u | SF | 42 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.33 | 255 | 252 | 0.99 | 0.01 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | 0.00 | normal |
| 22543 | 0 | tcp | sunrpc | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 10 | 0.0 | 0.0 | 1.0 | 1.0 | 0.25 | 1.00 | 1.00 | 255 | 21 | 0.08 | 0.03 | 0.00 | 0.00 | 0.00 | 0.0 | 0.44 | 1.00 | anomaly |
Most frequently occurring
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | class | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 482 | 1 | 0.05 | 0.0 | 0.95 | 1.0 | 0.0 | 1.0 | 0.0 | 255 | 1 | 0.0 | 1.0 | 0.0 | 0.0 | 0.07 | 0.0 | 0.93 | 1.0 | anomaly | 2 |
| 1 | 0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 487 | 1 | 0.04 | 0.0 | 0.96 | 1.0 | 0.0 | 1.0 | 0.0 | 255 | 1 | 0.0 | 1.0 | 0.0 | 0.0 | 0.02 | 0.0 | 0.98 | 1.0 | anomaly | 2 |
| 2 | 0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 509 | 1 | 0.05 | 0.0 | 0.95 | 1.0 | 0.0 | 1.0 | 0.0 | 255 | 1 | 0.0 | 1.0 | 0.0 | 0.0 | 0.03 | 0.0 | 0.97 | 1.0 | anomaly | 2 |